How to Recover a Bricked Framework Laptop Using Built-In Tools

How to Properly Benchmark a Unified LLM API for Invoice Data Extraction

Developers building Node.js invoice-extraction backends that route requests through a unified LLM API — supporting OpenAI, Claude, or Gemini via a single credential — must benchmark the full pipeline against both field-level quality thresholds and latency budgets before relying on it in production. A curated acceptance corpus of around 20 labeled documents, paired with reviewed expected outputs, can expose critical extraction failures that aggregate scores alone would obscure. Exact fields like invoice numbers and currency codes require normalized value comparisons, while latency should be measured at a percentile level rather than just an average to avoid masking slow outliers that could bottleneck support queues. Benchmark runs must use identical inputs, schema instructions, and retry policies across all candidate paths, and evaluators must distinguish between syntactically valid JSON and genuinely correct field extraction. The key takeaway is that a unified gateway's convenience — one API key and a clean interface — does not substitute for rigorous, representative testing against the actual documents a team processes.

bugsmash

Workday's Job API Returns Empty Results for Limits Above 20, No Error Given

A developer discovered that Workday's public job search API silently returns an empty array when the request limit is set above 20, despite responding with a 200 OK status and no error message. This silent failure can cause scrapers or job aggregators to incorrectly conclude a company has no open roles. The real maximum limit is 20 results per request, requiring developers to paginate manually and cap offsets to avoid infinite loops on large tenants. Additional undocumented quirks were found across other applicant tracking systems, including Ashby's compensation data being hidden behind an opt-in parameter and company names being absent or underivable from several APIs. The author notes that distinguishing between a genuinely empty result and a silent API failure requires explicit logging and careful validation of responses.

Developer builds Crisis Mode tool to guide users through sensory overload one step at a time

A developer working on a project called Masked But Aware has created Crisis Mode, a free browser tool designed to support people experiencing sensory overload. Unlike typical coping resources, it presents one small action at a time to minimise decision-making when cognitive capacity is limited. The tool includes ready-made messages users can show others to communicate needs without speaking, along with breathing guides and grounding techniques offered as alternatives rather than prescriptions. Its interface uses large controls, plain language, and restrained visuals to reduce the mental load of navigation. Crisis Mode is not a substitute for professional care, and directs users in immediate danger to crisis services such as 988 in the US and Samaritans in the UK.